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Juanjuan Li

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Preprint Jul 2026

Agree on the Model, Verify the Inference: GKR Protocols for HND-Based Transformer Inference

GKR-HND, a registered-model protocol for verifying the polynomial backbone of Homomorphic--Nonhomomorphic Decomposition Transformers is presented, a registered-model protocol for verifying the polynomial backbone of Homomorphic--Nonhomomorphic Decomposition Transformers.

Xiaolong Liang, Juanjuan Li, Rui Qin et al. · 0 citations

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